Overview

Brought to you by YData

Dataset statistics

Number of variables	25
Number of observations	560426
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	319.5 MiB
Average record size in memory	597.7 B

Variable types

Numeric	17
Boolean	1
Categorical	5
Text	1
DateTime	1

Alerts

`player_to_predict` has constant value "True"	Constant
`a` is highly overall correlated with `s`	High correlation
`absolute_yardline_number` is highly overall correlated with `ball_land_x` and 2 other fields	High correlation
`ball_land_x` is highly overall correlated with `absolute_yardline_number` and 2 other fields	High correlation
`ball_land_y` is highly overall correlated with `y_in` and 1 other fields	High correlation
`dir` is highly overall correlated with `play_direction`	High correlation
`frame_id` is highly overall correlated with `s`	High correlation
`play_direction` is highly overall correlated with `dir`	High correlation
`player_position` is highly overall correlated with `player_role` and 1 other fields	High correlation
`player_role` is highly overall correlated with `player_position` and 1 other fields	High correlation
`player_side` is highly overall correlated with `player_position` and 1 other fields	High correlation
`s` is highly overall correlated with `a` and 1 other fields	High correlation
`x_in` is highly overall correlated with `absolute_yardline_number` and 2 other fields	High correlation
`x_out` is highly overall correlated with `absolute_yardline_number` and 2 other fields	High correlation
`y_in` is highly overall correlated with `ball_land_y` and 1 other fields	High correlation
`y_out` is highly overall correlated with `ball_land_y` and 1 other fields	High correlation
`s` has 26709 (4.8%) zeros	Zeros
`a` has 23807 (4.2%) zeros	Zeros

Reproduction

Analysis started	2025-10-13 01:12:45.467912
Analysis finished	2025-10-13 01:14:27.031523
Duration	1 minute and 41.56 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

game_id
Real number (ℝ)

Distinct	272
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0231558 × 10⁹

Minimum	2.0230907 × 10⁹
Maximum	2.0240107 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.8 MiB

Quantile statistics

Minimum	2.0230907 × 10⁹
5-th percentile	2.023091 × 10⁹
Q1	2.0231008 × 10⁹
median	2.0231112 × 10⁹
Q3	2.023121 × 10⁹
95-th percentile	2.0240106 × 10⁹
Maximum	2.0240107 × 10⁹
Range	920013
Interquartile range (IQR)	20206

Descriptive statistics

Standard deviation	202245.29
Coefficient of variation (CV)	9.9965257 × 10^-5
Kurtosis	13.879846
Mean	2.0231558 × 10⁹
Median Absolute Deviation (MAD)	10392
Skewness	3.9777989
Sum	1.1338291 × 10¹⁵
Variance	4.0903156 × 10¹⁰
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2023121001	3256	0.6%
2023120308	3255	0.6%
2023122404	3232	0.6%
2023092403	3154	0.6%
2023122100	3121	0.6%
2023122405	3085	0.6%
2023110506	3064	0.5%
2023111906	3040	0.5%
2023091011	3000	0.5%
2023121600	2989	0.5%
Other values (262)	529230	94.4%

Value	Count	Frequency (%)
2023090700	2349	0.4%
2023091000	1264	0.2%
2023091001	1540	0.3%
2023091002	1851	0.3%
2023091003	1800	0.3%
2023091004	2167	0.4%
2023091005	2187	0.4%
2023091006	2247	0.4%
2023091007	1420	0.3%
2023091008	1766	0.3%

Value	Count	Frequency (%)
2024010713	2366	0.4%
2024010712	1490	0.3%
2024010711	2513	0.4%
2024010710	1615	0.3%
2024010709	1842	0.3%
2024010708	2128	0.4%
2024010707	1995	0.4%
2024010706	1527	0.3%
2024010705	1214	0.2%
2024010704	2110	0.4%

play_id
Real number (ℝ)

Distinct	4317
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2218.3695

Minimum	54
Maximum	5258
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.8 MiB

Quantile statistics

Minimum	54
5-th percentile	259
Q1	1183
median	2204
Q3	3279
95-th percentile	4148
Maximum	5258
Range	5204
Interquartile range (IQR)	2096

Descriptive statistics

Standard deviation	1246.7481
Coefficient of variation (CV)	0.562011
Kurtosis	-1.1074145
Mean	2218.3695
Median Absolute Deviation (MAD)	1051
Skewness	0.021674572
Sum	1.2432319 × 10⁹
Variance	1554380.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55	1457	0.3%
102	715	0.1%
3529	609	0.1%
3976	570	0.1%
1813	559	0.1%
823	543	0.1%
1215	534	0.1%
3330	524	0.1%
3518	522	0.1%
56	516	0.1%
Other values (4307)	553877	98.8%

Value	Count	Frequency (%)
54	21	< 0.1%
55	1457	0.3%
56	516	0.1%
58	21	< 0.1%
59	18	< 0.1%
60	24	< 0.1%
62	420	0.1%
63	30	< 0.1%
64	61	< 0.1%
67	21	< 0.1%

Value	Count	Frequency (%)
5258	30	< 0.1%
5235	24	< 0.1%
5186	40	< 0.1%
5183	90	< 0.1%
5170	40	< 0.1%
5160	63	< 0.1%
5147	20	< 0.1%
5135	110	< 0.1%
5117	20	< 0.1%
5057	40	< 0.1%

player_to_predict
Boolean

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	547.4 KiB

True	560426

Value	Count	Frequency (%)
True	560426	100.0%

nfl_id
Real number (ℝ)

Distinct	1178
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49649.474

Minimum	30842
Maximum	56673
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.8 MiB

Quantile statistics

Minimum	30842
5-th percentile	41233
Q1	45395
median	52423
Q3	54496
95-th percentile	55965
Maximum	56673
Range	25831
Interquartile range (IQR)	9101

Descriptive statistics

Standard deviation	5087.6921
Coefficient of variation (CV)	0.10247223
Kurtosis	-1.074336
Mean	49649.474
Median Absolute Deviation (MAD)	3829
Skewness	-0.38867183
Sum	2.7824856 × 10¹⁰
Variance	25884611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53533	2241	0.4%
44906	2208	0.4%
53503	2166	0.4%
43351	2148	0.4%
44878	2133	0.4%
40017	2132	0.4%
53554	2098	0.4%
52607	2040	0.4%
52425	1938	0.3%
54514	1933	0.3%
Other values (1168)	539389	96.2%

Value	Count	Frequency (%)
30842	26	< 0.1%
33131	24	< 0.1%
35452	16	< 0.1%
35459	676	0.1%
35470	19	< 0.1%
35534	65	< 0.1%
37075	41	< 0.1%
37078	1801	0.3%
37079	147	< 0.1%
37097	45	< 0.1%

Value	Count	Frequency (%)
56673	689	0.1%
56670	54	< 0.1%
56663	5	< 0.1%
56613	25	< 0.1%
56598	141	< 0.1%
56586	45	< 0.1%
56582	16	< 0.1%
56576	7	< 0.1%
56573	157	< 0.1%
56547	29	< 0.1%

frame_id
Real number (ℝ)

High correlation

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.7491819

Minimum	1
Maximum	40
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.8 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	19
Maximum	40
Range	39
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.5465102
Coefficient of variation (CV)	0.71575429
Kurtosis	1.3400018
Mean	7.7491819
Median Absolute Deviation (MAD)	3
Skewness	1.1706547
Sum	4342843
Variance	30.763775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
1	46045	8.2%
2	46045	8.2%
3	46045	8.2%
4	46045	8.2%
5	46045	8.2%
6	45791	8.2%
7	44042	7.9%
8	39442	7.0%
9	33662	6.0%
10	28223	5.0%
Other values (30)	139041	24.8%

Value	Count	Frequency (%)
1	46045	8.2%
2	46045	8.2%
3	46045	8.2%
4	46045	8.2%
5	46045	8.2%
6	45791	8.2%
7	44042	7.9%
8	39442	7.0%
9	33662	6.0%
10	28223	5.0%

Value	Count	Frequency (%)
40	7	< 0.1%
39	7	< 0.1%
38	7	< 0.1%
37	7	< 0.1%
36	11	< 0.1%
35	11	< 0.1%
34	24	< 0.1%
33	51	< 0.1%
32	98	< 0.1%
31	233	< 0.1%

play_direction
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	32.9 MiB

right	281728
left	278698

Length

Max length	5
Median length	5
Mean length	4.5027033
Min length	4

Characters and Unicode

Total characters	2523432
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	right
2nd row	right
3rd row	right
4th row	right
5th row	right

Common Values

Value	Count	Frequency (%)
right	281728	50.3%
left	278698	49.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
right	281728	50.3%
left	278698	49.7%

Most occurring characters

Value	Count	Frequency (%)
t	560426	22.2%
r	281728	11.2%
i	281728	11.2%
g	281728	11.2%
h	281728	11.2%
l	278698	11.0%
e	278698	11.0%
f	278698	11.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2523432	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	560426	22.2%
r	281728	11.2%
i	281728	11.2%
g	281728	11.2%
h	281728	11.2%
l	278698	11.0%
e	278698	11.0%
f	278698	11.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2523432	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	560426	22.2%
r	281728	11.2%
i	281728	11.2%
g	281728	11.2%
h	281728	11.2%
l	278698	11.0%
e	278698	11.0%
f	278698	11.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2523432	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	560426	22.2%
r	281728	11.2%
i	281728	11.2%
g	281728	11.2%
h	281728	11.2%
l	278698	11.0%
e	278698	11.0%
f	278698	11.0%

absolute_yardline_number
Real number (ℝ)

High correlation

Distinct	99
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.395003

Minimum	11
Maximum	109
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	11
5-th percentile	24
Q1	41
median	60
Q3	79
95-th percentile	98
Maximum	109
Range	98
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	23.094026
Coefficient of variation (CV)	0.38238306
Kurtosis	-0.9051932
Mean	60.395003
Median Absolute Deviation (MAD)	19
Skewness	0.016466436
Sum	33846930
Variance	533.33405
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85	23308	4.2%
35	23252	4.1%
65	9627	1.7%
55	9217	1.6%
50	9016	1.6%
46	8907	1.6%
51	8082	1.4%
71	8062	1.4%
61	8028	1.4%
74	8012	1.4%
Other values (89)	444915	79.4%

Value	Count	Frequency (%)
11	1177	0.2%
12	1454	0.3%
13	2263	0.4%
14	1589	0.3%
15	2079	0.4%
16	1751	0.3%
17	2195	0.4%
18	2497	0.4%
19	2296	0.4%
20	2527	0.5%

Value	Count	Frequency (%)
109	1835	0.3%
108	1621	0.3%
107	1812	0.3%
106	1812	0.3%
105	2461	0.4%
104	2613	0.5%
103	2199	0.4%
102	3316	0.6%
101	3034	0.5%
100	3004	0.5%

player_name
Text

Distinct	1177
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	37.5 MiB

Length

Max length	26
Median length	23
Mean length	13.147698
Min length	8

Characters and Unicode

Total characters	7368312
Distinct characters	57
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Justin Reid
2nd row	Justin Reid
3rd row	Justin Reid
4th row	Justin Reid
5th row	Justin Reid

Value	Count	Frequency (%)
jr	13274	1.2%
jordan	9201	0.8%
brown	9011	0.8%
ii	8160	0.7%
johnson	8117	0.7%
jones	8072	0.7%
michael	7847	0.7%
wilson	7638	0.7%
jackson	7538	0.7%
christian	7505	0.7%
Other values (1471)	1064749	92.5%

Most occurring characters

Value	Count	Frequency (%)
e	655567	8.9%
	590686	8.0%
a	588552	8.0%
n	578182	7.8%
r	482700	6.6%
o	476861	6.5%
i	400057	5.4%
l	355160	4.8%
s	295861	4.0%
t	236351	3.2%
Other values (47)	2708335	36.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7368312	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	655567	8.9%
	590686	8.0%
a	588552	8.0%
n	578182	7.8%
r	482700	6.6%
o	476861	6.5%
i	400057	5.4%
l	355160	4.8%
s	295861	4.0%
t	236351	3.2%
Other values (47)	2708335	36.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7368312	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	655567	8.9%
	590686	8.0%
a	588552	8.0%
n	578182	7.8%
r	482700	6.6%
o	476861	6.5%
i	400057	5.4%
l	355160	4.8%
s	295861	4.0%
t	236351	3.2%
Other values (47)	2708335	36.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7368312	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	655567	8.9%
	590686	8.0%
a	588552	8.0%
n	578182	7.8%
r	482700	6.6%
o	476861	6.5%
i	400057	5.4%
l	355160	4.8%
s	295861	4.0%
t	236351	3.2%
Other values (47)	2708335	36.8%

player_height
Categorical

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	32.2 MiB

6-1	113139
6-0	111477
6-2	82225
5-11	70054
6-3	46692
Other values (11)	136839

Length

Max length	4
Median length	3
Mean length	3.2046515
Min length	3

Characters and Unicode

Total characters	1795970
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	6-1
2nd row	6-1
3rd row	6-1
4th row	6-1
5th row	6-1

Common Values

Value	Count	Frequency (%)
6-1	113139	20.2%
6-0	111477	19.9%
6-2	82225	14.7%
5-11	70054	12.5%
6-3	46692	8.3%
5-10	44638	8.0%
6-4	33541	6.0%
5-9	24842	4.4%
6-5	19724	3.5%
6-6	7061	1.3%
Other values (6)	7033	1.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
6-1	113139	20.2%
6-0	111477	19.9%
6-2	82225	14.7%
5-11	70054	12.5%
6-3	46692	8.3%
5-10	44638	8.0%
6-4	33541	6.0%
5-9	24842	4.4%
6-5	19724	3.5%
6-6	7061	1.3%
Other values (6)	7033	1.3%

Most occurring characters

Value	Count	Frequency (%)
-	560426	31.2%
6	422527	23.5%
1	297885	16.6%
5	164993	9.2%
0	156115	8.7%
2	82225	4.6%
3	46692	2.6%
4	33541	1.9%
9	24852	1.4%
8	5187	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1795970	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
-	560426	31.2%
6	422527	23.5%
1	297885	16.6%
5	164993	9.2%
0	156115	8.7%
2	82225	4.6%
3	46692	2.6%
4	33541	1.9%
9	24852	1.4%
8	5187	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1795970	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
-	560426	31.2%
6	422527	23.5%
1	297885	16.6%
5	164993	9.2%
0	156115	8.7%
2	82225	4.6%
3	46692	2.6%
4	33541	1.9%
9	24852	1.4%
8	5187	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1795970	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
-	560426	31.2%
6	422527	23.5%
1	297885	16.6%
5	164993	9.2%
0	156115	8.7%
2	82225	4.6%
3	46692	2.6%
4	33541	1.9%
9	24852	1.4%
8	5187	0.3%

player_weight
Real number (ℝ)

Distinct	143
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	208.45975

Minimum	153
Maximum	358
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	153
5-th percentile	180
Q1	193
median	203
Q3	220
95-th percentile	250
Maximum	358
Range	205
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	21.723023
Coefficient of variation (CV)	0.10420728
Kurtosis	0.95490164
Mean	208.45975
Median Absolute Deviation (MAD)	12
Skewness	0.8695942
Sum	1.1682626 × 10⁸
Variance	471.88973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
200	38725	6.9%
190	33277	5.9%
195	32923	5.9%
205	28483	5.1%
210	19881	3.5%
202	17029	3.0%
215	15497	2.8%
185	13561	2.4%
250	13484	2.4%
193	12963	2.3%
Other values (133)	334603	59.7%

Value	Count	Frequency (%)
153	935	0.2%
155	210	< 0.1%
162	319	0.1%
165	2188	0.4%
170	5297	0.9%
172	1537	0.3%
173	468	0.1%
174	165	< 0.1%
175	4291	0.8%
176	41	< 0.1%

Value	Count	Frequency (%)
358	9	< 0.1%
347	32	< 0.1%
342	10	< 0.1%
340	20	< 0.1%
338	7	< 0.1%
336	17	< 0.1%
330	15	< 0.1%
329	15	< 0.1%
328	7	< 0.1%
325	10	< 0.1%

player_birth_date
Date

Distinct	980
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	4.3 MiB

Minimum	1984-05-19 00:00:00
Maximum	2002-10-05 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

player_position
Categorical

High correlation

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	31.6 MiB

CB	171798
WR	107561
FS	71426
SS	56589
ILB	39868
Other values (12)	113184

Length

Max length	3
Median length	2
Mean length	2.1666625
Min length	1

Characters and Unicode

Total characters	1214254
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SS
2nd row	SS
3rd row	SS
4th row	SS
5th row	SS

Common Values

Value	Count	Frequency (%)
CB	171798	30.7%
WR	107561	19.2%
FS	71426	12.7%
SS	56589	10.1%
ILB	39868	7.1%
TE	32190	5.7%
OLB	28199	5.0%
MLB	27619	4.9%
RB	18674	3.3%
DE	2468	0.4%
Other values (7)	4034	0.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
cb	171798	30.7%
wr	107561	19.2%
fs	71426	12.7%
ss	56589	10.1%
ilb	39868	7.1%
te	32190	5.7%
olb	28199	5.0%
mlb	27619	4.9%
rb	18674	3.3%
de	2468	0.4%
Other values (7)	4034	0.7%

Most occurring characters

Value	Count	Frequency (%)
B	287287	23.7%
S	186871	15.4%
C	171798	14.1%
R	126235	10.4%
W	107561	8.9%
L	95705	7.9%
F	72186	5.9%
I	39868	3.3%
E	34658	2.9%
T	32828	2.7%
Other values (5)	59257	4.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1214254	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
B	287287	23.7%
S	186871	15.4%
C	171798	14.1%
R	126235	10.4%
W	107561	8.9%
L	95705	7.9%
F	72186	5.9%
I	39868	3.3%
E	34658	2.9%
T	32828	2.7%
Other values (5)	59257	4.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1214254	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
B	287287	23.7%
S	186871	15.4%
C	171798	14.1%
R	126235	10.4%
W	107561	8.9%
L	95705	7.9%
F	72186	5.9%
I	39868	3.3%
E	34658	2.9%
T	32828	2.7%
Other values (5)	59257	4.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1214254	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
B	287287	23.7%
S	186871	15.4%
C	171798	14.1%
R	126235	10.4%
W	107561	8.9%
L	95705	7.9%
F	72186	5.9%
I	39868	3.3%
E	34658	2.9%
T	32828	2.7%
Other values (5)	59257	4.9%

player_side
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.2 MiB

Defense	400584
Offense	159842

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	3922982
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Defense
2nd row	Defense
3rd row	Defense
4th row	Defense
5th row	Defense

Common Values

Value	Count	Frequency (%)
Defense	400584	71.5%
Offense	159842	28.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
defense	400584	71.5%
offense	159842	28.5%

Most occurring characters

Value	Count	Frequency (%)
e	1521436	38.8%
f	720268	18.4%
n	560426	14.3%
s	560426	14.3%
D	400584	10.2%
O	159842	4.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3922982	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	1521436	38.8%
f	720268	18.4%
n	560426	14.3%
s	560426	14.3%
D	400584	10.2%
O	159842	4.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3922982	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	1521436	38.8%
f	720268	18.4%
n	560426	14.3%
s	560426	14.3%
D	400584	10.2%
O	159842	4.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3922982	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	1521436	38.8%
f	720268	18.4%
n	560426	14.3%
s	560426	14.3%
D	400584	10.2%
O	159842	4.1%

player_role
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.9 MiB

Defensive Coverage	400584
Targeted Receiver	159842

Length

Max length	18
Median length	18
Mean length	17.714785
Min length	17

Characters and Unicode

Total characters	9927826
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Defensive Coverage
2nd row	Defensive Coverage
3rd row	Defensive Coverage
4th row	Defensive Coverage
5th row	Defensive Coverage

Common Values

Value	Count	Frequency (%)
Defensive Coverage	400584	71.5%
Targeted Receiver	159842	28.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
defensive	400584	35.7%
coverage	400584	35.7%
targeted	159842	14.3%
receiver	159842	14.3%

Most occurring characters

Value	Count	Frequency (%)
e	2802130	28.2%
v	961010	9.7%
r	720268	7.3%
g	560426	5.6%
a	560426	5.6%
i	560426	5.6%
	560426	5.6%
D	400584	4.0%
o	400584	4.0%
C	400584	4.0%
Other values (8)	2000962	20.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	9927826	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	2802130	28.2%
v	961010	9.7%
r	720268	7.3%
g	560426	5.6%
a	560426	5.6%
i	560426	5.6%
	560426	5.6%
D	400584	4.0%
o	400584	4.0%
C	400584	4.0%
Other values (8)	2000962	20.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	9927826	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	2802130	28.2%
v	961010	9.7%
r	720268	7.3%
g	560426	5.6%
a	560426	5.6%
i	560426	5.6%
	560426	5.6%
D	400584	4.0%
o	400584	4.0%
C	400584	4.0%
Other values (8)	2000962	20.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	9927826	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	2802130	28.2%
v	961010	9.7%
r	720268	7.3%
g	560426	5.6%
a	560426	5.6%
i	560426	5.6%
	560426	5.6%
D	400584	4.0%
o	400584	4.0%
C	400584	4.0%
Other values (8)	2000962	20.2%

x_in
Real number (ℝ)

High correlation

Distinct	10915
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.322071

Minimum	3.79
Maximum	116.33
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	3.79
5-th percentile	22.03
Q1	42.51
median	60.11
Q3	77.99
95-th percentile	100.03
Maximum	116.33
Range	112.54
Interquartile range (IQR)	35.48

Descriptive statistics

Standard deviation	23.305106
Coefficient of variation (CV)	0.38634458
Kurtosis	-0.66053917
Mean	60.322071
Median Absolute Deviation (MAD)	17.73
Skewness	0.027164123
Sum	33806057
Variance	543.12795
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39.63	120	< 0.1%
54.15	118	< 0.1%
50.39	118	< 0.1%
64.11	115	< 0.1%
49.84	114	< 0.1%
49.57	112	< 0.1%
39.5	112	< 0.1%
48.62	111	< 0.1%
69.16	111	< 0.1%
78.21	110	< 0.1%
Other values (10905)	559285	99.8%

Value	Count	Frequency (%)
3.79	1	< 0.1%
3.84	1	< 0.1%
3.88	3	< 0.1%
3.89	2	< 0.1%
3.9	2	< 0.1%
3.91	1	< 0.1%
3.92	2	< 0.1%
3.97	1	< 0.1%
4.02	1	< 0.1%
4.07	1	< 0.1%

Value	Count	Frequency (%)
116.33	1	< 0.1%
116.23	1	< 0.1%
116.19	1	< 0.1%
116.14	1	< 0.1%
116.13	1	< 0.1%
116.07	1	< 0.1%
116.04	1	< 0.1%
116	1	< 0.1%
115.94	1	< 0.1%
115.92	1	< 0.1%

y_in
Real number (ℝ)

High correlation

Distinct	4499
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.726465

Minimum	1.54
Maximum	50.45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	1.54
5-th percentile	10.15
Q1	18.44
median	26.62
Q3	35.07
95-th percentile	43.48
Maximum	50.45
Range	48.91
Interquartile range (IQR)	16.63

Descriptive statistics

Standard deviation	10.139143
Coefficient of variation (CV)	0.37936717
Kurtosis	-1.0365308
Mean	26.726465
Median Absolute Deviation (MAD)	8.32
Skewness	0.012206226
Sum	14978206
Variance	102.80223
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.88	295	0.1%
18.89	289	0.1%
18.69	285	0.1%
18.67	285	0.1%
35.04	281	0.1%
35.02	279	< 0.1%
18.84	279	< 0.1%
17.99	279	< 0.1%
35	278	< 0.1%
18.56	276	< 0.1%
Other values (4489)	557600	99.5%

Value	Count	Frequency (%)
1.54	1	< 0.1%
1.57	1	< 0.1%
1.64	1	< 0.1%
1.75	1	< 0.1%
1.89	1	< 0.1%
2.07	1	< 0.1%
2.29	1	< 0.1%
2.54	1	< 0.1%
2.55	1	< 0.1%
2.64	1	< 0.1%

Value	Count	Frequency (%)
50.45	1	< 0.1%
50.23	1	< 0.1%
50.22	1	< 0.1%
50.21	1	< 0.1%
50.14	1	< 0.1%
50.13	1	< 0.1%
50.12	1	< 0.1%
50.11	1	< 0.1%
50.1	1	< 0.1%
50.09	1	< 0.1%

s
Real number (ℝ)

High correlation Zeros

Distinct	960
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7247875

Minimum	0
Maximum	9.88
Zeros	26709
Zeros (%)	4.8%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.31
median	1.13
Q3	2.6
95-th percentile	5.54
Maximum	9.88
Range	9.88
Interquartile range (IQR)	2.29

Descriptive statistics

Standard deviation	1.7900426
Coefficient of variation (CV)	1.0378337
Kurtosis	1.4200545
Mean	1.7247875
Median Absolute Deviation (MAD)	0.96
Skewness	1.3522084
Sum	966615.76
Variance	3.2042525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	26709	4.8%
0.01	12210	2.2%
0.02	8192	1.5%
0.03	6433	1.1%
0.04	5141	0.9%
0.05	4505	0.8%
0.06	4143	0.7%
0.07	3752	0.7%
0.08	3525	0.6%
0.09	3470	0.6%
Other values (950)	482346	86.1%

Value	Count	Frequency (%)
0	26709	4.8%
0.01	12210	2.2%
0.02	8192	1.5%
0.03	6433	1.1%
0.04	5141	0.9%
0.05	4505	0.8%
0.06	4143	0.7%
0.07	3752	0.7%
0.08	3525	0.6%
0.09	3470	0.6%

Value	Count	Frequency (%)
9.88	1	< 0.1%
9.85	1	< 0.1%
9.84	1	< 0.1%
9.83	1	< 0.1%
9.82	1	< 0.1%
9.79	1	< 0.1%
9.74	1	< 0.1%
9.69	1	< 0.1%
9.65	1	< 0.1%
9.64	1	< 0.1%

a
Real number (ℝ)

High correlation Zeros

Distinct	912
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7609783

Minimum	0
Maximum	16.75
Zeros	23807
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.54
median	1.43
Q3	2.69
95-th percentile	4.64
Maximum	16.75
Range	16.75
Interquartile range (IQR)	2.15

Descriptive statistics

Standard deviation	1.4783726
Coefficient of variation (CV)	0.83951779
Kurtosis	0.2184793
Mean	1.7609783
Median Absolute Deviation (MAD)	1.01
Skewness	0.8701295
Sum	986898.02
Variance	2.1855856
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23807	4.2%
0.01	9319	1.7%
0.02	5620	1.0%
0.03	4619	0.8%
0.04	3833	0.7%
0.05	3592	0.6%
0.06	3342	0.6%
0.07	2927	0.5%
0.08	2622	0.5%
0.09	2484	0.4%
Other values (902)	498261	88.9%

Value	Count	Frequency (%)
0	23807	4.2%
0.01	9319	1.7%
0.02	5620	1.0%
0.03	4619	0.8%
0.04	3833	0.7%
0.05	3592	0.6%
0.06	3342	0.6%
0.07	2927	0.5%
0.08	2622	0.5%
0.09	2484	0.4%

Value	Count	Frequency (%)
16.75	1	< 0.1%
16.06	1	< 0.1%
14.29	1	< 0.1%
12.36	1	< 0.1%
12.27	1	< 0.1%
12.1	1	< 0.1%
11.81	1	< 0.1%
11.65	1	< 0.1%
11.48	1	< 0.1%
11.44	1	< 0.1%

dir
Real number (ℝ)

High correlation

Distinct	36001
Distinct (%)	6.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180.80208

Minimum	0
Maximum	360
Zeros	27
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	25.45
Q1	91.24
median	179.5
Q3	270.61
95-th percentile	335.92
Maximum	360
Range	360
Interquartile range (IQR)	179.37

Descriptive statistics

Standard deviation	100.43069
Coefficient of variation (CV)	0.5554731
Kurtosis	-1.291019
Mean	180.80208
Median Absolute Deviation (MAD)	89.68
Skewness	0.00086804415
Sum	1.0132618 × 10⁸
Variance	10086.323
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
268.56	52	< 0.1%
87.78	49	< 0.1%
269.6	49	< 0.1%
85.91	48	< 0.1%
94.07	48	< 0.1%
88.31	48	< 0.1%
90.12	47	< 0.1%
91.24	47	< 0.1%
90.86	46	< 0.1%
93.4	46	< 0.1%
Other values (35991)	559946	99.9%

Value	Count	Frequency (%)
0	27	< 0.1%
0.01	11	< 0.1%
0.02	15	< 0.1%
0.03	10	< 0.1%
0.04	9	< 0.1%
0.05	8	< 0.1%
0.06	7	< 0.1%
0.07	14	< 0.1%
0.08	10	< 0.1%
0.09	13	< 0.1%

Value	Count	Frequency (%)
360	6	< 0.1%
359.99	11	< 0.1%
359.98	13	< 0.1%
359.97	15	< 0.1%
359.96	22	< 0.1%
359.95	14	< 0.1%
359.94	14	< 0.1%
359.93	10	< 0.1%
359.92	9	< 0.1%
359.91	11	< 0.1%

o
Real number (ℝ)

Distinct	35497
Distinct (%)	6.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	181.09084

Minimum	0
Maximum	360
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	55.51
Q1	90.77
median	181.91
Q3	271.06
95-th percentile	307.34
Maximum	360
Range	360
Interquartile range (IQR)	180.29

Descriptive statistics

Standard deviation	94.965759
Coefficient of variation (CV)	0.52440951
Kurtosis	-1.6085351
Mean	181.09084
Median Absolute Deviation (MAD)	90.14
Skewness	-0.00074593717
Sum	1.0148801 × 10⁸
Variance	9018.4953
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	301	0.1%
266.98	99	< 0.1%
90.46	95	< 0.1%
94.72	90	< 0.1%
91.41	87	< 0.1%
94.75	86	< 0.1%
95.14	86	< 0.1%
269.31	85	< 0.1%
278.24	85	< 0.1%
85.13	85	< 0.1%
Other values (35487)	559327	99.8%

Value	Count	Frequency (%)
0	2	< 0.1%
0.01	3	< 0.1%
0.02	3	< 0.1%
0.03	1	< 0.1%
0.04	5	< 0.1%
0.05	9	< 0.1%
0.06	1	< 0.1%
0.07	1	< 0.1%
0.08	4	< 0.1%
0.09	6	< 0.1%

Value	Count	Frequency (%)
360	1	< 0.1%
359.99	2	< 0.1%
359.97	6	< 0.1%
359.96	2	< 0.1%
359.95	1	< 0.1%
359.94	6	< 0.1%
359.93	1	< 0.1%
359.92	5	< 0.1%
359.91	3	< 0.1%
359.9	2	< 0.1%

num_frames_output
Real number (ℝ)

Distinct	34
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.602608

Minimum	5
Maximum	94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	5
5-th percentile	7
Q1	10
median	13
Q3	18
95-th percentile	28
Maximum	94
Range	89
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.6596071
Coefficient of variation (CV)	0.45605602
Kurtosis	7.687479
Mean	14.602608
Median Absolute Deviation (MAD)	4
Skewness	1.5138066
Sum	8183681
Variance	44.350367
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
10	51154	9.1%
9	48965	8.7%
8	46192	8.2%
11	43063	7.7%
12	38208	6.8%
13	34372	6.1%
7	32200	5.7%
14	29372	5.2%
15	25436	4.5%
16	23090	4.1%
Other values (24)	188374	33.6%

Value	Count	Frequency (%)
5	1270	0.2%
6	10494	1.9%
7	32200	5.7%
8	46192	8.2%
9	48965	8.7%
10	51154	9.1%
11	43063	7.7%
12	38208	6.8%
13	34372	6.1%
14	29372	5.2%

Value	Count	Frequency (%)
94	208	< 0.1%
55	264	< 0.1%
40	280	< 0.1%
36	324	0.1%
34	820	0.1%
33	1342	0.2%
32	1710	0.3%
31	4302	0.8%
30	3133	0.6%
29	8442	1.5%

ball_land_x
Real number (ℝ)

High correlation

Distinct	7491
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.293877

Minimum	-5.2600002
Maximum	125.85
Zeros	0
Zeros (%)	0.0%
Negative	1074
Negative (%)	0.2%
Memory size	4.3 MiB

Quantile statistics

Minimum	-5.2600002
5-th percentile	12.19
Q1	41.900002
median	60.189999
Q3	78.900002
95-th percentile	108.84
Maximum	125.85
Range	131.11
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	27.361703
Coefficient of variation (CV)	0.45380566
Kurtosis	-0.50751456
Mean	60.293877
Median Absolute Deviation (MAD)	18.509998
Skewness	0.0098507749
Sum	33790257
Variance	748.66278
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.43000031	423	0.1%
49.84999847	406	0.1%
66.23999786	401	0.1%
45.63000107	396	0.1%
73.68000031	395	0.1%
69.61000061	395	0.1%
46.15000153	389	0.1%
38.56999969	385	0.1%
62.43000031	382	0.1%
50.95000076	376	0.1%
Other values (7481)	556478	99.3%

Value	Count	Frequency (%)
-5.260000229	64	< 0.1%
-4.429999828	48	< 0.1%
-4.050000191	42	< 0.1%
-3.319999933	88	< 0.1%
-3	51	< 0.1%
-2.720000029	22	< 0.1%
-2.079999924	85	< 0.1%
-1.909999967	68	< 0.1%
-1.059999943	104	< 0.1%
-0.8199999928	70	< 0.1%

Value	Count	Frequency (%)
125.8499985	64	< 0.1%
124.6600037	42	< 0.1%
124.5400009	70	< 0.1%
124.4300003	64	< 0.1%
123.9599991	100	< 0.1%
123.2900009	104	< 0.1%
123.1299973	64	< 0.1%
122.9700012	75	< 0.1%
122.8000031	42	< 0.1%
122.2600021	51	< 0.1%

ball_land_y
Real number (ℝ)

High correlation

Distinct	5030
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.567883

Minimum	-3.9100001
Maximum	57.330002
Zeros	0
Zeros (%)	0.0%
Negative	6034
Negative (%)	1.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-3.9100001
5-th percentile	2.47
Q1	11.24
median	26.389999
Q3	41.599998
95-th percentile	50.880001
Maximum	57.330002
Range	61.240002
Interquartile range (IQR)	30.359999

Descriptive statistics

Standard deviation	16.482688
Coefficient of variation (CV)	0.620399
Kurtosis	-1.3391932
Mean	26.567883
Median Absolute Deviation (MAD)	15.19
Skewness	0.014804195
Sum	14889332
Variance	271.679
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46.50999832	561	0.1%
49.47999954	544	0.1%
18.56999969	466	0.1%
51.40999985	465	0.1%
1.5	464	0.1%
1.809999943	461	0.1%
47.54999924	458	0.1%
43.58000183	455	0.1%
49.54000092	440	0.1%
3.75	437	0.1%
Other values (5020)	555675	99.2%

Value	Count	Frequency (%)
-3.910000086	34	< 0.1%
-3.660000086	38	< 0.1%
-3.440000057	80	< 0.1%
-3.130000114	78	< 0.1%
-3.049999952	54	< 0.1%
-2.960000038	28	< 0.1%
-2.890000105	38	< 0.1%
-2.809999943	54	< 0.1%
-2.710000038	80	< 0.1%
-2.690000057	48	< 0.1%

Value	Count	Frequency (%)
57.33000183	36	< 0.1%
57.18000031	32	< 0.1%
56.95000076	45	< 0.1%
56.84999847	8	< 0.1%
56.41999817	66	< 0.1%
56.00999832	60	< 0.1%
55.93999863	42	< 0.1%
55.88999939	26	< 0.1%
55.88000107	45	< 0.1%
55.86999893	58	< 0.1%

x_out
Real number (ℝ)

High correlation

Distinct	11894
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.311604

Minimum	0.02
Maximum	120.83
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0.02
5-th percentile	16.62
Q1	43.08
median	60.13
Q3	77.34
95-th percentile	105.35
Maximum	120.83
Range	120.81
Interquartile range (IQR)	34.26

Descriptive statistics

Standard deviation	25.247203
Coefficient of variation (CV)	0.4186127
Kurtosis	-0.4652083
Mean	60.311604
Median Absolute Deviation (MAD)	17.13
Skewness	0.026151173
Sum	33800191
Variance	637.42127
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49.6	117	< 0.1%
65.07	110	< 0.1%
49.66	110	< 0.1%
64.95	109	< 0.1%
70.55	109	< 0.1%
58.42	109	< 0.1%
60.57	108	< 0.1%
51.7	108	< 0.1%
63.12	108	< 0.1%
65.76	107	< 0.1%
Other values (11884)	559331	99.8%

Value	Count	Frequency (%)
0.02	1	< 0.1%
0.04	1	< 0.1%
0.06	1	< 0.1%
0.1	1	< 0.1%
0.11	1	< 0.1%
0.12	1	< 0.1%
0.16	1	< 0.1%
0.2	1	< 0.1%
0.22	1	< 0.1%
0.24	1	< 0.1%

Value	Count	Frequency (%)
120.83	1	< 0.1%
120.57	1	< 0.1%
120.26	1	< 0.1%
119.96	1	< 0.1%
119.82	1	< 0.1%
119.61	1	< 0.1%
119.54	1	< 0.1%
119.52	2	< 0.1%
119.51	1	< 0.1%
119.47	1	< 0.1%

y_out
Real number (ℝ)

High correlation

Distinct	5260
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.604846

Minimum	0.33
Maximum	53.72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0.33
5-th percentile	6.04
Q1	14.92
median	26.42
Q3	38.33
95-th percentile	47.47
Maximum	53.72
Range	53.39
Interquartile range (IQR)	23.41

Descriptive statistics

Standard deviation	13.428138
Coefficient of variation (CV)	0.50472525
Kurtosis	-1.2047042
Mean	26.604846
Median Absolute Deviation (MAD)	11.7
Skewness	0.02047699
Sum	14910048
Variance	180.31489
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.18	181	< 0.1%
15.6	179	< 0.1%
37.93	176	< 0.1%
16.32	174	< 0.1%
16.08	174	< 0.1%
38.73	174	< 0.1%
13.11	173	< 0.1%
15.53	173	< 0.1%
16.01	173	< 0.1%
38.53	173	< 0.1%
Other values (5250)	558676	99.7%

Value	Count	Frequency (%)
0.33	1	< 0.1%
0.36	3	< 0.1%
0.38	1	< 0.1%
0.39	1	< 0.1%
0.4	1	< 0.1%
0.41	1	< 0.1%
0.42	6	< 0.1%
0.44	1	< 0.1%
0.45	2	< 0.1%
0.46	2	< 0.1%

Value	Count	Frequency (%)
53.72	1	< 0.1%
53	3	< 0.1%
52.99	2	< 0.1%
52.98	2	< 0.1%
52.97	3	< 0.1%
52.96	3	< 0.1%
52.95	3	< 0.1%
52.94	1	< 0.1%
52.93	4	< 0.1%
52.91	2	< 0.1%

Interactions

Correlations

	a	absolute_yardline_number	ball_land_x	ball_land_y	dir	frame_id	game_id	nfl_id	num_frames_output	o	play_direction	play_id	player_height	player_position	player_role	player_side	player_weight	s	x_in	x_out	y_in	y_out
a	1.000	0.003	-0.000	-0.004	0.000	0.492	0.010	0.005	0.154	-0.005	0.006	-0.004	0.044	0.136	0.394	0.394	-0.015	0.643	0.002	0.000	-0.003	-0.007
absolute_yardline_number	0.003	1.000	0.726	-0.003	0.093	-0.007	0.005	-0.004	-0.014	-0.037	0.298	-0.010	0.018	0.019	0.006	0.006	0.005	-0.005	0.955	0.799	-0.003	-0.003
ball_land_x	-0.000	0.726	1.000	0.003	-0.228	-0.008	-0.015	-0.003	-0.015	0.159	0.451	-0.007	0.020	0.033	0.038	0.038	0.004	-0.010	0.829	0.952	0.001	-0.001
ball_land_y	-0.004	-0.003	0.003	1.000	-0.000	-0.004	-0.006	0.011	-0.008	-0.000	0.033	0.005	0.029	0.070	0.034	0.034	0.004	-0.005	-0.001	0.000	0.710	0.887
dir	0.000	0.093	-0.228	-0.000	1.000	0.000	0.013	-0.005	0.001	-0.029	0.586	-0.002	0.023	0.110	0.173	0.173	0.002	0.006	0.003	-0.219	-0.001	0.003
frame_id	0.492	-0.007	-0.008	-0.004	0.000	1.000	0.026	0.007	0.488	-0.001	0.012	0.030	0.024	0.053	0.056	0.056	-0.089	0.712	-0.008	-0.008	-0.004	-0.008
game_id	0.010	0.005	-0.015	-0.006	0.013	0.026	1.000	0.045	0.053	-0.007	0.009	-0.030	0.034	0.031	0.002	0.002	0.000	0.022	-0.001	-0.011	-0.002	-0.002
nfl_id	0.005	-0.004	-0.003	0.011	-0.005	0.007	0.045	1.000	0.014	-0.007	0.018	0.018	0.141	0.138	0.108	0.108	-0.150	-0.011	-0.003	-0.004	0.015	0.013
num_frames_output	0.154	-0.014	-0.015	-0.008	0.001	0.488	0.053	0.014	1.000	-0.007	0.031	0.062	0.054	0.111	0.087	0.087	-0.182	0.392	-0.015	-0.017	-0.006	-0.009
o	-0.005	-0.037	0.159	-0.000	-0.029	-0.001	-0.007	-0.007	-0.007	1.000	0.379	-0.006	0.031	0.083	0.125	0.125	0.012	-0.008	0.116	0.140	0.005	-0.001
play_direction	0.006	0.298	0.451	0.033	0.586	0.012	0.009	0.018	0.031	0.379	1.000	0.040	0.025	0.026	0.000	0.000	0.013	0.011	0.284	0.419	0.020	0.016
play_id	-0.004	-0.010	-0.007	0.005	-0.002	0.030	-0.030	0.018	0.062	-0.006	0.040	1.000	0.020	0.022	0.011	0.011	-0.021	0.016	-0.009	-0.010	0.004	0.003
player_height	0.044	0.018	0.020	0.029	0.023	0.024	0.034	0.141	0.054	0.031	0.025	0.020	1.000	0.324	0.352	0.352	0.305	0.024	0.026	0.018	0.049	0.026
player_position	0.136	0.019	0.033	0.070	0.110	0.053	0.031	0.138	0.111	0.083	0.026	0.022	0.324	1.000	0.999	0.999	0.469	0.117	0.052	0.037	0.225	0.132
player_role	0.394	0.006	0.038	0.034	0.173	0.056	0.002	0.108	0.087	0.125	0.000	0.011	0.352	0.999	1.000	1.000	0.198	0.280	0.125	0.032	0.140	0.170
player_side	0.394	0.006	0.038	0.034	0.173	0.056	0.002	0.108	0.087	0.125	0.000	0.011	0.352	0.999	1.000	1.000	0.198	0.280	0.125	0.032	0.140	0.170
player_weight	-0.015	0.005	0.004	0.004	0.002	-0.089	0.000	-0.150	-0.182	0.012	0.013	-0.021	0.305	0.469	0.198	0.198	1.000	-0.089	0.004	0.003	0.006	0.004
s	0.643	-0.005	-0.010	-0.005	0.006	0.712	0.022	-0.011	0.392	-0.008	0.011	0.016	0.024	0.117	0.280	0.280	-0.089	1.000	-0.007	-0.009	-0.006	-0.011
x_in	0.002	0.955	0.829	-0.001	0.003	-0.008	-0.001	-0.003	-0.015	0.116	0.284	-0.009	0.026	0.052	0.125	0.125	0.004	-0.007	1.000	0.901	-0.003	-0.003
x_out	0.000	0.799	0.952	0.000	-0.219	-0.008	-0.011	-0.004	-0.017	0.140	0.419	-0.010	0.018	0.037	0.032	0.032	0.003	-0.009	0.901	1.000	0.000	-0.002
y_in	-0.003	-0.003	0.001	0.710	-0.001	-0.004	-0.002	0.015	-0.006	0.005	0.020	0.004	0.049	0.225	0.140	0.140	0.006	-0.006	-0.003	0.000	1.000	0.830
y_out	-0.007	-0.003	-0.001	0.887	0.003	-0.008	-0.002	0.013	-0.009	-0.001	0.016	0.003	0.026	0.132	0.170	0.170	0.004	-0.011	-0.003	-0.002	0.830	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	game_id	play_id	player_to_predict	nfl_id	frame_id	play_direction	absolute_yardline_number	player_name	player_height	player_weight	player_birth_date	player_position	player_side	player_role	x_in	y_in	s	a	dir	o	num_frames_output	ball_land_x	ball_land_y	x_out	y_out
0	2023090700	101	True	46137	1	right	42	Justin Reid	6-1	204	1997-02-15	SS	Defense	Defensive Coverage	51.32	20.69	0.31	0.49	79.43	267.68	21	63.259998	-0.22	56.22	17.28
1	2023090700	101	True	46137	2	right	42	Justin Reid	6-1	204	1997-02-15	SS	Defense	Defensive Coverage	51.35	20.66	0.36	0.74	118.07	268.66	21	63.259998	-0.22	56.63	16.88
2	2023090700	101	True	46137	3	right	42	Justin Reid	6-1	204	1997-02-15	SS	Defense	Defensive Coverage	51.39	20.63	0.44	0.76	130.89	269.78	21	63.259998	-0.22	57.06	16.46
3	2023090700	101	True	46137	4	right	42	Justin Reid	6-1	204	1997-02-15	SS	Defense	Defensive Coverage	51.43	20.61	0.48	0.62	134.50	269.78	21	63.259998	-0.22	57.48	16.02
4	2023090700	101	True	46137	5	right	42	Justin Reid	6-1	204	1997-02-15	SS	Defense	Defensive Coverage	51.48	20.58	0.54	0.44	129.79	269.06	21	63.259998	-0.22	57.91	15.56
5	2023090700	101	True	46137	6	right	42	Justin Reid	6-1	204	1997-02-15	SS	Defense	Defensive Coverage	51.58	20.63	0.61	0.29	99.58	274.00	21	63.259998	-0.22	58.34	15.10
6	2023090700	101	True	46137	7	right	42	Justin Reid	6-1	204	1997-02-15	SS	Defense	Defensive Coverage	51.65	20.62	0.69	0.49	98.72	274.90	21	63.259998	-0.22	58.75	14.57
7	2023090700	101	True	46137	8	right	42	Justin Reid	6-1	204	1997-02-15	SS	Defense	Defensive Coverage	51.73	20.60	0.87	1.01	95.98	277.78	21	63.259998	-0.22	59.14	14.01
8	2023090700	101	True	46137	9	right	42	Justin Reid	6-1	204	1997-02-15	SS	Defense	Defensive Coverage	51.82	20.59	0.99	0.91	97.72	279.15	21	63.259998	-0.22	59.51	13.41
9	2023090700	101	True	46137	10	right	42	Justin Reid	6-1	204	1997-02-15	SS	Defense	Defensive Coverage	51.92	20.58	1.14	1.01	98.11	278.45	21	63.259998	-0.22	59.86	12.80

	game_id	play_id	player_to_predict	nfl_id	frame_id	play_direction	absolute_yardline_number	player_name	player_height	player_weight	player_birth_date	player_position	player_side	player_role	x_in	y_in	s	a	dir	o	num_frames_output	ball_land_x	ball_land_y	x_out	y_out
560416	2024010713	4018	True	52457	9	left	50	Chase Claypool	6-4	227	1998-07-07	WR	Offense	Targeted Receiver	50.30	18.80	3.15	4.74	254.52	291.74	18	32.139999	6.71	32.73	13.96
560417	2024010713	4018	True	52457	10	left	50	Chase Claypool	6-4	227	1998-07-07	WR	Offense	Targeted Receiver	49.94	18.70	3.80	4.66	254.67	291.74	18	32.139999	6.71	32.29	13.34
560418	2024010713	4018	True	52457	11	left	50	Chase Claypool	6-4	227	1998-07-07	WR	Offense	Targeted Receiver	49.53	18.60	4.34	4.17	254.98	294.91	18	32.139999	6.71	31.90	12.68
560419	2024010713	4018	True	52457	12	left	50	Chase Claypool	6-4	227	1998-07-07	WR	Offense	Targeted Receiver	49.05	18.48	4.92	4.00	256.13	295.91	18	32.139999	6.71	31.54	12.00
560420	2024010713	4018	True	52457	13	left	50	Chase Claypool	6-4	227	1998-07-07	WR	Offense	Targeted Receiver	48.54	18.38	5.35	3.41	257.62	294.22	18	32.139999	6.71	31.24	11.27
560421	2024010713	4018	True	52457	14	left	50	Chase Claypool	6-4	227	1998-07-07	WR	Offense	Targeted Receiver	47.97	18.26	5.82	3.06	258.62	288.71	18	32.139999	6.71	30.99	10.51
560422	2024010713	4018	True	52457	15	left	50	Chase Claypool	6-4	227	1998-07-07	WR	Offense	Targeted Receiver	47.37	18.15	6.22	2.68	259.76	288.71	18	32.139999	6.71	30.78	9.73
560423	2024010713	4018	True	52457	16	left	50	Chase Claypool	6-4	227	1998-07-07	WR	Offense	Targeted Receiver	46.74	18.04	6.51	2.15	260.65	286.62	18	32.139999	6.71	30.63	8.93
560424	2024010713	4018	True	52457	17	left	50	Chase Claypool	6-4	227	1998-07-07	WR	Offense	Targeted Receiver	46.07	17.94	6.80	2.03	261.79	285.47	18	32.139999	6.71	30.52	8.12
560425	2024010713	4018	True	52457	18	left	50	Chase Claypool	6-4	227	1998-07-07	WR	Offense	Targeted Receiver	45.38	17.85	7.02	1.67	263.04	286.50	18	32.139999	6.71	30.45	7.30

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample